{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "232b32db",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "97b661d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中文字体配置已修正！\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib.patches import Circle\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# 修正：适配不同系统的中文字体（优先加载系统已安装的字体）\n",
    "def set_chinese_font():\n",
    "    try:\n",
    "        # Windows系统\n",
    "        plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "    except:\n",
    "        try:\n",
    "            # Mac系统\n",
    "            plt.rcParams['font.sans-serif'] = ['Arial Unicode MS']\n",
    "        except:\n",
    "            # Linux系统\n",
    "            plt.rcParams['font.sans-serif'] = ['WenQuanYi Micro Hei', 'Noto Sans CJK SC']\n",
    "    plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "    plt.rcParams['figure.dpi'] = 120\n",
    "    plt.rcParams['figure.facecolor'] = 'white'\n",
    "\n",
    "# 执行字体配置\n",
    "set_chinese_font()\n",
    "print(\"中文字体配置已修正！\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bc00bacd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "# 报告核心数据（亿元）\n",
    "years = [2020, 2022, 2024, 2026, 2028]\n",
    "scale = [2988, 4944, 6834, 8752, 10900]  # 报告数据推导\n",
    "growth_rates = [None, 65.4, 38.2, 28.1, 24.5]  # 同比增长率\n",
    "\n",
    "# 绘制柱状图（规模）\n",
    "bars = ax.bar(\n",
    "    years, scale, \n",
    "    color='#74B9FF', alpha=0.7, \n",
    "    edgecolor='white', linewidth=2, \n",
    "    label='市场规模'\n",
    ")\n",
    "\n",
    "# 双y轴（增长率）\n",
    "ax2 = ax.twinx()\n",
    "valid_rates = [r for r in growth_rates if r is not None]\n",
    "valid_years = years[1:]\n",
    "line = ax2.plot(\n",
    "    valid_years, valid_rates, \n",
    "    color='#E17055', linewidth=3, \n",
    "    marker='s', markersize=6, \n",
    "    label='同比增长率'\n",
    ")\n",
    "\n",
    "# 设置标题和标签\n",
    "ax.set_title('中国宠物经济市场规模及增长率（2020-2028E）', fontsize=16, fontweight='bold', pad=20)\n",
    "ax.set_xlabel('年份', fontsize=12)\n",
    "ax.set_ylabel('市场规模（亿元）', fontsize=12, color='#74B9FF')\n",
    "ax2.set_ylabel('同比增长率（%）', fontsize=12, color='#E17055')\n",
    "\n",
    "# 添加网格\n",
    "ax.grid(True, alpha=0.3, linestyle='--')\n",
    "\n",
    "# 标注数值\n",
    "for bar, s in zip(bars, scale):\n",
    "    ax.annotate(\n",
    "        f'{s:,}', \n",
    "        xy=(bar.get_x() + bar.get_width() / 2, bar.get_height()),\n",
    "        xytext=(0, 3), \n",
    "        textcoords=\"offset points\", \n",
    "        ha='center', va='bottom', \n",
    "        fontsize=10\n",
    "    )\n",
    "\n",
    "for x, r in zip(valid_years, valid_rates):\n",
    "    ax2.annotate(\n",
    "        f'{r:.1f}%', \n",
    "        xy=(x, r), \n",
    "        xytext=(0, 5), \n",
    "        textcoords=\"offset points\", \n",
    "        ha='center', va='bottom', \n",
    "        fontsize=10, color='#E17055'\n",
    "    )\n",
    "\n",
    "# 合并图例\n",
    "lines1, labels1 = ax.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n",
    "\n",
    "# 直接显示\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "520d5843",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DL",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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